
Unstructured Transform
io.unstructuredPublished by unstructured.ioOfficial publisherv0.7.2Updated Oct 24, 2026
Turn documents into structured, AI-ready data by parsing, enriching, chunking, and embedding.
Overview
Remote MCP server that turns documents into structured, AI-ready data by parsing, enriching, chunking and embedding them for RAG or agent memory.
- What you can do
- Upload files and start transform jobs to partition, enrich, chunk and embed documents across 60+ formats such as PDFs, spreadsheets, scans and email. Start extraction jobs and get suggested extraction schemas for a file. Check job status and retrieve finished job results.
- When to use it
- Use it when an assistant needs to convert documents into structured, chunked or embedded output for RAG, vector stores or agent memory, without wiring up a separate pipeline.
- Requirements
- A remote streamable-HTTP endpoint; OAuth authentication is required. Clients without native remote-MCP support may need a proxy such as npx mcp-remote. Network access to the endpoint.
Installation
In SourceWeft
- Open Unstructured Transform in the dashboard and add it to a workspace.
- Connect the required credentials. They are stored privately and never shown on public pages.
- Enable the server for the chats that should use its tools.
Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.
Use with an agent
Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.
Read https://sourceweft.com/mcp/io.unstructured%2Ftransform/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.Other MCP clients
Add this to your client's mcpServers config. The client completes OAuth sign-in on first connect.
{
"mcpServers": {
"unstructured-transform": {
"type": "http",
"url": "https://mcp.transform.unstructured.io/"
}
}
}README
unstructured-mcp-integrations
Integration templates and runnable examples for the Unstructured Transform MCP server across registries, marketplaces, and agent frameworks. This is the canonical, public home for these integrations.
What Transform MCP is
Transform MCP turns any file into agent-ready data, called directly from your agent session with no separate pipeline to wire up. Drop in a PDF, spreadsheet, scan, or email and get back partitioned, enriched, chunked, and embedded output ready for RAG, vector stores, or agent memory. 60+ formats, one call.
Connection reference
Integrations
One folder per integration under transform/. Copy
_template/ to add one. This table is the index of what exists and
where each one stands.
Adding an integration
See CONTRIBUTING.md. In short: copy _template/ into
transform/<name>/, fill in the README, example, assets, and meta.yaml, then
open a PR.
Source: README.md at commit 5fe3e19
Tools
0Version history
1- v0.7.2LatestSep 16, 2026
Score
85% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 daysRequired25 pts
- Auth declaredRequired10 pts
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
- License10 pts